BAROMÈTRE SANTÉ JEUNE 2019 (BSJ-2019)
BAROMÈTRE SANTÉ JEUNE 2019 (BSJ-2019)¶
Source : https://data.gouv.nc/explore/dataset/bsj-2019/information
!pip install pandas seaborn dataprep
Requirement already satisfied: pandas in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (1.4.2)
Requirement already satisfied: seaborn in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (0.11.2)
Collecting dataprep
Downloading dataprep-0.4.3-py3-none-any.whl (9.5 MB)
?25l ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 0.0/9.5 MB ? eta -:--:--
━━━━━━━━━╺━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 2.2/9.5 MB 65.8 MB/s eta 0:00:01
━━━━━━━━━━━━━━━━━━━━━━━━━━╸━━━━━━━━━━━━━ 6.4/9.5 MB 89.3 MB/s eta 0:00:01
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╸ 9.5/9.5 MB 100.4 MB/s eta 0:00:01
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 9.5/9.5 MB 71.3 MB/s eta 0:00:00
?25h
Requirement already satisfied: numpy>=1.18.5 in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from pandas) (1.22.4)
Requirement already satisfied: pytz>=2020.1 in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from pandas) (2022.1)
Requirement already satisfied: python-dateutil>=2.8.1 in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from pandas) (2.8.2)
Requirement already satisfied: scipy>=1.0 in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from seaborn) (1.8.1)
Requirement already satisfied: matplotlib>=2.2 in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from seaborn) (3.5.2)
Collecting metaphone<0.7,>=0.6
Downloading Metaphone-0.6.tar.gz (14 kB)
Preparing metadata (setup.py) ... ?25l-
done
?25hCollecting flask<3,>=2
Downloading Flask-2.1.2-py3-none-any.whl (95 kB)
?25l ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 0.0/95.2 kB ? eta -:--:--
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 95.2/95.2 kB 17.9 MB/s eta 0:00:00
?25h
Collecting wordcloud<2.0,>=1.8
Downloading wordcloud-1.8.1-cp38-cp38-manylinux1_x86_64.whl (371 kB)
?25l ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 0.0/372.0 kB ? eta -:--:--
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 372.0/372.0 kB 58.6 MB/s eta 0:00:00
?25hCollecting varname<0.9.0,>=0.8.1
Downloading varname-0.8.3-py3-none-any.whl (21 kB)
Collecting python-Levenshtein<0.13.0,>=0.12.2
Downloading python-Levenshtein-0.12.2.tar.gz (50 kB)
?25l ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 0.0/50.5 kB ? eta -:--:--
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 50.5/50.5 kB 14.0 MB/s eta 0:00:00
?25h
Preparing metadata (setup.py) ... ?25l-
done
?25hRequirement already satisfied: ipywidgets<8.0,>=7.5 in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from dataprep) (7.7.0)
Requirement already satisfied: jinja2<4,>=3 in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from dataprep) (3.0.3)
Collecting python-crfsuite<0.10.0,>=0.9.7
Downloading python_crfsuite-0.9.8-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (1.0 MB)
?25l ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 0.0/1.0 MB ? eta -:--:--
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 1.0/1.0 MB 70.9 MB/s eta 0:00:00
?25h
Collecting pydantic<2.0,>=1.6
Downloading pydantic-1.9.1-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (12.7 MB)
?25l
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 0.0/12.7 MB ? eta -:--:--
━━━━━━━━━━━━━╺━━━━━━━━━━━━━━━━━━━━━━━━━━ 4.2/12.7 MB 105.7 MB/s eta 0:00:01
━━━━━━━━━━━━━━━━━━━━━━━━╸━━━━━━━━━━━━━━━ 7.8/12.7 MB 103.0 MB/s eta 0:00:01
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╸ 12.7/12.7 MB 117.2 MB/s eta 0:00:01
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╸ 12.7/12.7 MB 117.2 MB/s eta 0:00:01
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 12.7/12.7 MB 66.1 MB/s eta 0:00:00
?25h
Requirement already satisfied: sqlalchemy<2.0.0,>=1.4.32 in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from dataprep) (1.4.36)
Collecting tqdm<5.0,>=4.48
Downloading tqdm-4.64.0-py2.py3-none-any.whl (78 kB)
?25l ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 0.0/78.4 kB ? eta -:--:--
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 78.4/78.4 kB 13.9 MB/s eta 0:00:00
?25h
Collecting scipy>=1.0
Downloading scipy-1.7.1-cp38-cp38-manylinux_2_5_x86_64.manylinux1_x86_64.whl (28.4 MB)
?25l
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 0.0/28.4 MB ? eta -:--:--
━━━━━━━━╸━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 6.3/28.4 MB 181.2 MB/s eta 0:00:01
━━━━━━━━━━━━━━━━╸━━━━━━━━━━━━━━━━━━━━━━ 12.3/28.4 MB 171.0 MB/s eta 0:00:01
━━━━━━━━━━━━━━━━━━━━━━━━━╺━━━━━━━━━━━━━ 18.3/28.4 MB 166.3 MB/s eta 0:00:01
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╺━━━━━ 24.3/28.4 MB 171.3 MB/s eta 0:00:01
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╸ 28.4/28.4 MB 165.0 MB/s eta 0:00:01
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╸ 28.4/28.4 MB 165.0 MB/s eta 0:00:01
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╸ 28.4/28.4 MB 165.0 MB/s eta 0:00:01
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 28.4/28.4 MB 56.7 MB/s eta 0:00:00
?25h
Collecting aiohttp<4.0,>=3.6
Downloading aiohttp-3.8.1-cp38-cp38-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl (1.3 MB)
?25l ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 0.0/1.3 MB ? eta -:--:--
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 1.3/1.3 MB 82.9 MB/s eta 0:00:00
?25hCollecting jsonpath-ng<2.0,>=1.5
Downloading jsonpath_ng-1.5.3-py3-none-any.whl (29 kB)
Collecting nltk<4.0.0,>=3.6.7
Downloading nltk-3.7-py3-none-any.whl (1.5 MB)
?25l ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 0.0/1.5 MB ? eta -:--:--
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 1.5/1.5 MB 94.9 MB/s eta 0:00:00
?25h
Collecting dask[array,dataframe,delayed]<2022.0,>=2021.11
Downloading dask-2021.12.0-py3-none-any.whl (1.0 MB)
?25l ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 0.0/1.0 MB ? eta -:--:--
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 1.0/1.0 MB 81.9 MB/s eta 0:00:00
?25h
Collecting bokeh<3,>=2
Downloading bokeh-2.4.3-py3-none-any.whl (18.5 MB)
?25l ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 0.0/18.5 MB ? eta -:--:--
━━━━━━━━━━━━╸━━━━━━━━━━━━━━━━━━━━━━━━━━━ 6.0/18.5 MB 179.7 MB/s eta 0:00:01
━━━━━━━━━━━━━━━━━━━━━━━━━╺━━━━━━━━━━━━━ 12.0/18.5 MB 170.5 MB/s eta 0:00:01
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╸━ 18.0/18.5 MB 169.7 MB/s eta 0:00:01
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╸ 18.5/18.5 MB 158.6 MB/s eta 0:00:01
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━╸ 18.5/18.5 MB 158.6 MB/s eta 0:00:01
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 18.5/18.5 MB 72.6 MB/s eta 0:00:00
?25h
Collecting flask_cors<4.0.0,>=3.0.10
Downloading Flask_Cors-3.0.10-py2.py3-none-any.whl (14 kB)
Collecting python-stdnum<2.0,>=1.16
Downloading python_stdnum-1.17-py2.py3-none-any.whl (943 kB)
?25l ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 0.0/943.4 kB ? eta -:--:--
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 943.4/943.4 kB 67.2 MB/s eta 0:00:00
?25h
Collecting pystache<0.7.0,>=0.6.0
Downloading pystache-0.6.0.tar.gz (78 kB)
?25l ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 0.0/78.2 kB ? eta -:--:--
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 78.2/78.2 kB 22.1 MB/s eta 0:00:00
?25h
Installing build dependencies ... ?25l-
\
|
/
done
?25h Getting requirements to build wheel ... ?25l-
\
|
/
-
done
?25h Preparing metadata (pyproject.toml) ... ?25l-
\
|
/
-
done
?25hCollecting regex<2022.0.0,>=2021.8.3
Downloading regex-2021.11.10-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (764 kB)
?25l ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 0.0/764.7 kB ? eta -:--:--
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 764.7/764.7 kB 62.7 MB/s eta 0:00:00
?25hRequirement already satisfied: attrs>=17.3.0 in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from aiohttp<4.0,>=3.6->dataprep) (21.4.0)
Collecting multidict<7.0,>=4.5
Downloading multidict-6.0.2-cp38-cp38-manylinux_2_17_x86_64.manylinux2014_x86_64.whl (121 kB)
?25l
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 0.0/121.3 kB ? eta -:--:--
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 121.3/121.3 kB 35.2 MB/s eta 0:00:00
?25hCollecting aiosignal>=1.1.2
Downloading aiosignal-1.2.0-py3-none-any.whl (8.2 kB)
Requirement already satisfied: charset-normalizer<3.0,>=2.0 in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from aiohttp<4.0,>=3.6->dataprep) (2.0.12)
Collecting frozenlist>=1.1.1
Downloading frozenlist-1.3.0-cp38-cp38-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_17_x86_64.manylinux2014_x86_64.whl (158 kB)
?25l ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 0.0/158.7 kB ? eta -:--:--
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 158.7/158.7 kB 39.3 MB/s eta 0:00:00
?25h
Collecting yarl<2.0,>=1.0
Downloading yarl-1.7.2-cp38-cp38-manylinux_2_5_x86_64.manylinux1_x86_64.manylinux_2_12_x86_64.manylinux2010_x86_64.whl (308 kB)
?25l ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 0.0/308.6 kB ? eta -:--:--
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 308.6/308.6 kB 47.8 MB/s eta 0:00:00
?25h
Collecting async-timeout<5.0,>=4.0.0a3
Downloading async_timeout-4.0.2-py3-none-any.whl (5.8 kB)
Collecting typing-extensions>=3.10.0
Downloading typing_extensions-4.2.0-py3-none-any.whl (24 kB)
Requirement already satisfied: pillow>=7.1.0 in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from bokeh<3,>=2->dataprep) (9.1.1)
Requirement already satisfied: PyYAML>=3.10 in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from bokeh<3,>=2->dataprep) (6.0)
Requirement already satisfied: tornado>=5.1 in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from bokeh<3,>=2->dataprep) (6.1)
Requirement already satisfied: packaging>=16.8 in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from bokeh<3,>=2->dataprep) (21.3)
Collecting cloudpickle>=1.1.1
Downloading cloudpickle-2.1.0-py3-none-any.whl (25 kB)
Collecting toolz>=0.8.2
Downloading toolz-0.11.2-py3-none-any.whl (55 kB)
?25l ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 0.0/55.8 kB ? eta -:--:--
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 55.8/55.8 kB 15.1 MB/s eta 0:00:00
?25hCollecting partd>=0.3.10
Downloading partd-1.2.0-py3-none-any.whl (19 kB)
Collecting fsspec>=0.6.0
Downloading fsspec-2022.5.0-py3-none-any.whl (140 kB)
?25l ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 0.0/140.6 kB ? eta -:--:--
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 140.6/140.6 kB 36.5 MB/s eta 0:00:00
?25hRequirement already satisfied: importlib-metadata>=3.6.0 in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from flask<3,>=2->dataprep) (4.11.4)
Collecting Werkzeug>=2.0
Downloading Werkzeug-2.1.2-py3-none-any.whl (224 kB)
?25l ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 0.0/224.9 kB ? eta -:--:--
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 224.9/224.9 kB 22.4 MB/s eta 0:00:00
?25hRequirement already satisfied: click>=8.0 in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from flask<3,>=2->dataprep) (8.1.3)
Collecting itsdangerous>=2.0
Downloading itsdangerous-2.1.2-py3-none-any.whl (15 kB)
Requirement already satisfied: Six in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from flask_cors<4.0.0,>=3.0.10->dataprep) (1.16.0)
Requirement already satisfied: ipython>=4.0.0 in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from ipywidgets<8.0,>=7.5->dataprep) (8.3.0)
Requirement already satisfied: ipykernel>=4.5.1 in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from ipywidgets<8.0,>=7.5->dataprep) (6.13.0)
Requirement already satisfied: jupyterlab-widgets>=1.0.0 in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from ipywidgets<8.0,>=7.5->dataprep) (1.1.0)
Requirement already satisfied: ipython-genutils~=0.2.0 in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from ipywidgets<8.0,>=7.5->dataprep) (0.2.0)
Requirement already satisfied: nbformat>=4.2.0 in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from ipywidgets<8.0,>=7.5->dataprep) (5.4.0)
Requirement already satisfied: traitlets>=4.3.1 in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from ipywidgets<8.0,>=7.5->dataprep) (5.2.1.post0)
Requirement already satisfied: widgetsnbextension~=3.6.0 in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from ipywidgets<8.0,>=7.5->dataprep) (3.6.0)
Requirement already satisfied: MarkupSafe>=2.0 in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from jinja2<4,>=3->dataprep) (2.1.1)
Requirement already satisfied: decorator in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from jsonpath-ng<2.0,>=1.5->dataprep) (5.1.1)
Collecting ply
Downloading ply-3.11-py2.py3-none-any.whl (49 kB)
?25l ━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 0.0/49.6 kB ? eta -:--:--
━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━━ 49.6/49.6 kB 14.0 MB/s eta 0:00:00
?25hRequirement already satisfied: cycler>=0.10 in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from matplotlib>=2.2->seaborn) (0.11.0)
Requirement already satisfied: kiwisolver>=1.0.1 in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from matplotlib>=2.2->seaborn) (1.4.2)
Requirement already satisfied: pyparsing>=2.2.1 in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from matplotlib>=2.2->seaborn) (3.0.9)
Requirement already satisfied: fonttools>=4.22.0 in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from matplotlib>=2.2->seaborn) (4.33.3)
Requirement already satisfied: joblib in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from nltk<4.0.0,>=3.6.7->dataprep) (1.1.0)
Requirement already satisfied: setuptools in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from python-Levenshtein<0.13.0,>=0.12.2->dataprep) (56.0.0)
Requirement already satisfied: greenlet!=0.4.17 in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from sqlalchemy<2.0.0,>=1.4.32->dataprep) (1.1.2)
Requirement already satisfied: executing<0.9.0,>=0.8.3 in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from varname<0.9.0,>=0.8.1->dataprep) (0.8.3)
Requirement already satisfied: asttokens<3.0.0,>=2.0.0 in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from varname<0.9.0,>=0.8.1->dataprep) (2.0.5)
Requirement already satisfied: pure_eval<1.0.0 in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from varname<0.9.0,>=0.8.1->dataprep) (0.2.2)
Requirement already satisfied: zipp>=0.5 in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from importlib-metadata>=3.6.0->flask<3,>=2->dataprep) (3.8.0)
Requirement already satisfied: nest-asyncio in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from ipykernel>=4.5.1->ipywidgets<8.0,>=7.5->dataprep) (1.5.5)
Requirement already satisfied: jupyter-client>=6.1.12 in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from ipykernel>=4.5.1->ipywidgets<8.0,>=7.5->dataprep) (7.3.1)
Requirement already satisfied: psutil in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from ipykernel>=4.5.1->ipywidgets<8.0,>=7.5->dataprep) (5.9.1)
Requirement already satisfied: matplotlib-inline>=0.1 in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from ipykernel>=4.5.1->ipywidgets<8.0,>=7.5->dataprep) (0.1.3)
Requirement already satisfied: debugpy>=1.0 in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from ipykernel>=4.5.1->ipywidgets<8.0,>=7.5->dataprep) (1.6.0)
Requirement already satisfied: pygments>=2.4.0 in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from ipython>=4.0.0->ipywidgets<8.0,>=7.5->dataprep) (2.12.0)
Requirement already satisfied: jedi>=0.16 in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from ipython>=4.0.0->ipywidgets<8.0,>=7.5->dataprep) (0.18.1)
Requirement already satisfied: stack-data in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from ipython>=4.0.0->ipywidgets<8.0,>=7.5->dataprep) (0.2.0)
Requirement already satisfied: pexpect>4.3 in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from ipython>=4.0.0->ipywidgets<8.0,>=7.5->dataprep) (4.8.0)
Requirement already satisfied: prompt-toolkit!=3.0.0,!=3.0.1,<3.1.0,>=2.0.0 in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from ipython>=4.0.0->ipywidgets<8.0,>=7.5->dataprep) (3.0.29)
Requirement already satisfied: backcall in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from ipython>=4.0.0->ipywidgets<8.0,>=7.5->dataprep) (0.2.0)
Requirement already satisfied: pickleshare in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from ipython>=4.0.0->ipywidgets<8.0,>=7.5->dataprep) (0.7.5)
Requirement already satisfied: jsonschema>=2.6 in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from nbformat>=4.2.0->ipywidgets<8.0,>=7.5->dataprep) (3.2.0)
Requirement already satisfied: fastjsonschema in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from nbformat>=4.2.0->ipywidgets<8.0,>=7.5->dataprep) (2.15.3)
Requirement already satisfied: jupyter-core in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from nbformat>=4.2.0->ipywidgets<8.0,>=7.5->dataprep) (4.10.0)
Collecting locket
Downloading locket-1.0.0-py2.py3-none-any.whl (4.4 kB)
Requirement already satisfied: notebook>=4.4.1 in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from widgetsnbextension~=3.6.0->ipywidgets<8.0,>=7.5->dataprep) (6.4.11)
Requirement already satisfied: idna>=2.0 in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from yarl<2.0,>=1.0->aiohttp<4.0,>=3.6->dataprep) (3.3)
Requirement already satisfied: parso<0.9.0,>=0.8.0 in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from jedi>=0.16->ipython>=4.0.0->ipywidgets<8.0,>=7.5->dataprep) (0.8.3)
Requirement already satisfied: pyrsistent>=0.14.0 in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from jsonschema>=2.6->nbformat>=4.2.0->ipywidgets<8.0,>=7.5->dataprep) (0.18.1)
Requirement already satisfied: pyzmq>=22.3 in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from jupyter-client>=6.1.12->ipykernel>=4.5.1->ipywidgets<8.0,>=7.5->dataprep) (23.0.0)
Requirement already satisfied: entrypoints in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from jupyter-client>=6.1.12->ipykernel>=4.5.1->ipywidgets<8.0,>=7.5->dataprep) (0.4)
Requirement already satisfied: argon2-cffi in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8.0,>=7.5->dataprep) (21.3.0)
Requirement already satisfied: prometheus-client in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8.0,>=7.5->dataprep) (0.14.1)
Requirement already satisfied: terminado>=0.8.3 in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8.0,>=7.5->dataprep) (0.15.0)
Requirement already satisfied: nbconvert>=5 in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8.0,>=7.5->dataprep) (6.5.0)
Requirement already satisfied: Send2Trash>=1.8.0 in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8.0,>=7.5->dataprep) (1.8.0)
Requirement already satisfied: ptyprocess>=0.5 in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from pexpect>4.3->ipython>=4.0.0->ipywidgets<8.0,>=7.5->dataprep) (0.7.0)
Requirement already satisfied: wcwidth in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from prompt-toolkit!=3.0.0,!=3.0.1,<3.1.0,>=2.0.0->ipython>=4.0.0->ipywidgets<8.0,>=7.5->dataprep) (0.2.5)
Requirement already satisfied: nbclient>=0.5.0 in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from nbconvert>=5->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8.0,>=7.5->dataprep) (0.5.13)
Requirement already satisfied: bleach in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from nbconvert>=5->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8.0,>=7.5->dataprep) (5.0.0)
Requirement already satisfied: defusedxml in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from nbconvert>=5->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8.0,>=7.5->dataprep) (0.7.1)
Requirement already satisfied: mistune<2,>=0.8.1 in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from nbconvert>=5->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8.0,>=7.5->dataprep) (0.8.4)
Requirement already satisfied: tinycss2 in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from nbconvert>=5->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8.0,>=7.5->dataprep) (1.1.1)
Requirement already satisfied: jupyterlab-pygments in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from nbconvert>=5->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8.0,>=7.5->dataprep) (0.2.2)
Requirement already satisfied: beautifulsoup4 in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from nbconvert>=5->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8.0,>=7.5->dataprep) (4.11.1)
Requirement already satisfied: pandocfilters>=1.4.1 in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from nbconvert>=5->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8.0,>=7.5->dataprep) (1.5.0)
Requirement already satisfied: argon2-cffi-bindings in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from argon2-cffi->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8.0,>=7.5->dataprep) (21.2.0)
Requirement already satisfied: cffi>=1.0.1 in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from argon2-cffi-bindings->argon2-cffi->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8.0,>=7.5->dataprep) (1.15.0)
Requirement already satisfied: soupsieve>1.2 in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from beautifulsoup4->nbconvert>=5->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8.0,>=7.5->dataprep) (2.3.2.post1)
Requirement already satisfied: webencodings in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from bleach->nbconvert>=5->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8.0,>=7.5->dataprep) (0.5.1)
Requirement already satisfied: pycparser in /opt/hostedtoolcache/Python/3.8.12/x64/lib/python3.8/site-packages (from cffi>=1.0.1->argon2-cffi-bindings->argon2-cffi->notebook>=4.4.1->widgetsnbextension~=3.6.0->ipywidgets<8.0,>=7.5->dataprep) (2.21)
Building wheels for collected packages: metaphone, pystache, python-Levenshtein
Building wheel for metaphone (setup.py) ... ?25l-
done
?25h Created wheel for metaphone: filename=Metaphone-0.6-py3-none-any.whl size=13905 sha256=2799916a5e0ccaafd6763269759132e1a7d2b7e366254566194ceaa74cb8f46f
Stored in directory: /home/runner/.cache/pip/wheels/ea/4e/3b/0634f08a7980461ad630fa4147cbd25913b008b4a02992ba66
Building wheel for pystache (pyproject.toml) ... ?25l-
\
|
/
-
\
|
done
?25h Created wheel for pystache: filename=pystache-0.6.0-py3-none-any.whl size=83618 sha256=0907f0620b267aa556481fd4894e6f2795dfe6df9514953b0db4a68a46028169
Stored in directory: /home/runner/.cache/pip/wheels/b1/d4/cc/b2293fa560ba9e1c5724843437688e20235fcbdc211cb37e37
Building wheel for python-Levenshtein (setup.py) ... ?25l-
\
|
/
done
?25h Created wheel for python-Levenshtein: filename=python_Levenshtein-0.12.2-cp38-cp38-linux_x86_64.whl size=184990 sha256=a1c2c3730eebf0c504a4081af5329f0f08b30e45dda95f898917b87a8b118962
Stored in directory: /home/runner/.cache/pip/wheels/d7/0c/76/042b46eb0df65c3ccd0338f791210c55ab79d209bcc269e2c7
Successfully built metaphone pystache python-Levenshtein
Installing collected packages: regex, python-stdnum, python-crfsuite, ply, metaphone, Werkzeug, typing-extensions, tqdm, toolz, scipy, python-Levenshtein, pystache, multidict, locket, jsonpath-ng, itsdangerous, fsspec, frozenlist, cloudpickle, async-timeout, yarl, varname, pydantic, partd, nltk, flask, bokeh, aiosignal, wordcloud, flask_cors, dask, aiohttp, dataprep
Attempting uninstall: scipy
Found existing installation: scipy 1.8.1
Uninstalling scipy-1.8.1:
Successfully uninstalled scipy-1.8.1
Successfully installed Werkzeug-2.1.2 aiohttp-3.8.1 aiosignal-1.2.0 async-timeout-4.0.2 bokeh-2.4.3 cloudpickle-2.1.0 dask-2021.12.0 dataprep-0.4.3 flask-2.1.2 flask_cors-3.0.10 frozenlist-1.3.0 fsspec-2022.5.0 itsdangerous-2.1.2 jsonpath-ng-1.5.3 locket-1.0.0 metaphone-0.6 multidict-6.0.2 nltk-3.7 partd-1.2.0 ply-3.11 pydantic-1.9.1 pystache-0.6.0 python-Levenshtein-0.12.2 python-crfsuite-0.9.8 python-stdnum-1.17 regex-2021.11.10 scipy-1.7.1 toolz-0.11.2 tqdm-4.64.0 typing-extensions-4.2.0 varname-0.8.3 wordcloud-1.8.1 yarl-1.7.2
WARNING: There was an error checking the latest version of pip.
!wget "https://data.gouv.nc/explore/dataset/bsj-2019/download/?format=csv&timezone=Pacific/Noumea&lang=fr&use_labels_for_header=true&csv_separator=%2C" -O data/barometre_jeune_2019.csv
--2022-05-24 05:21:53-- https://data.gouv.nc/explore/dataset/bsj-2019/download/?format=csv&timezone=Pacific/Noumea&lang=fr&use_labels_for_header=true&csv_separator=%2C
Resolving data.gouv.nc (data.gouv.nc)...
13.211.119.48, 13.55.171.246
Connecting to data.gouv.nc (data.gouv.nc)|13.211.119.48|:443...
connected.
HTTP request sent, awaiting response...
200 OK
Length: unspecified [application/csv]
Saving to: ‘data/barometre_jeune_2019.csv’
data/baro [<=> ] 0 --.-KB/s
data/barom [ <=> ] 36.70K 183KB/s
data/barome [ <=> ] 100.69K 250KB/s
data/baromet [ <=> ] 212.65K 352KB/s
data/barometr [ <=> ] 420.61K 522KB/s
data/barometre [ <=> ] 868.55K 863KB/s
data/barometre_ [ <=> ] 1.72M 1.43MB/s
data/barometre_j [ <=> ] 3.46M 2.45MB/s
data/barometre_je [ <=> ] 4.70M 2.90MB/s
data/barometre_jeu [ <=> ] 5.57M 2.85MB/s
data/barometre_jeun [ <=> ] 6.44M 3.29MB/s in 2.0s
2022-05-24 05:21:57 (3.29 MB/s) - ‘data/barometre_jeune_2019.csv’ saved [6748346]
import pandas as pd
import seaborn as sns
import matplotlib.pyplot as plt
from dataprep.eda import plot
df = pd.read_csv("data/barometre_jeune_2019.csv")
df.head()
| N°Obs | Date_Enreg | Province_Etab | Secteur_Etab | Niveau_Scolaire | CS1 | CS2 | CS3 | Age | CS5 | ... | PR1h | PR2a | PR2b | PR2c | PR2d | PR2e | PR2f | PR2g | PR2h | Pond | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 1 | 2019-01-07 | Province Sud | Public | 5EME | Une fille | Collège | 5ème | 12 | Wallisienne, Futunienne | ... | Plutot bien informe | Je ne connais pas le risque | Risque plutot eleve | Risque nul | Je ne connais pas le risque | Je ne connais pas le risque | Je ne connais pas le risque | Risque tres eleve | Je ne connais pas le risque | 14.818182 |
| 1 | 2 | 2019-01-07 | Province Sud | Public | 6EME | Un garçon | Collège | 6ème | 12 | Kanak;Wallisienne, Futunienne | ... | Je ne sais pas | Je ne sais pas ce que c'est | Je ne sais pas ce que c'est | Je ne sais pas ce que c'est | Je ne sais pas ce que c'est | Je ne sais pas ce que c'est | Je ne sais pas ce que c'est | Je ne sais pas ce que c'est | Je ne sais pas ce que c'est | 14.761290 |
| 2 | 3 | 2019-01-07 | Province Sud | Public | 5EME | Une fille | Collège | 5ème | 13 | Kanak;Wallisienne, Futunienne | ... | Je ne sais pas | Risque plutot faible | Risque plutot faible | Risque plutot faible | Risque plutot faible | Risque plutot faible | Risque plutot faible | Risque plutot faible | Risque plutot faible | 11.261438 |
| 3 | 4 | 2019-01-07 | Province Sud | Public | 5EME | Une fille | Collège | 5ème | 12 | Kanak;Ni-Vanuatu;Autres | ... | Plutot bien informe | Risque plutot eleve | Risque tres eleve | Risque plutot eleve | Risque tres eleve | Je ne connais pas le risque | Risque tres eleve | Risque tres eleve | Risque tres eleve | 14.818182 |
| 4 | 5 | 2019-01-07 | Province Sud | Public | 6EME | Un garçon | Collège | 6ème | 12 | Wallisienne, Futunienne | ... | Plutot bien informe | Je ne sais pas ce que c'est | Risque plutot faible | Je ne sais pas ce que c'est | Je ne sais pas ce que c'est | Je ne sais pas ce que c'est | Je ne sais pas ce que c'est | Je ne sais pas ce que c'est | Je ne sais pas ce que c'est | 14.761290 |
5 rows × 163 columns
plot(df)
Dataset Statistics
| Number of Variables | 163 |
|---|---|
| Number of Rows | 3435 |
| Missing Cells | 189125 |
| Missing Cells (%) | 33.8% |
| Duplicate Rows | 0 |
| Duplicate Rows (%) | 0.0% |
| Total Size in Memory | 32.4 MB |
| Average Row Size in Memory | 9.7 KB |
| Variable Types |
|
Dataset Insights
| N°Obs is uniformly distributed | Uniform |
|---|---|
| CS5_Autre has 3134 (91.24%) missing values | Missing |
| VS5_Autre has 3221 (93.77%) missing values | Missing |
| ES3 has 836 (24.34%) missing values | Missing |
| ES3b has 2416 (70.33%) missing values | Missing |
| ES4 has 962 (28.01%) missing values | Missing |
| ES4b has 2439 (71.0%) missing values | Missing |
| ES7 has 2663 (77.53%) missing values | Missing |
| ES7_Autre has 3357 (97.73%) missing values | Missing |
| ES8 has 1656 (48.21%) missing values | Missing |
Dataset Insights
| ES9 has 2029 (59.07%) missing values | Missing |
|---|---|
| ES9b has 2390 (69.58%) missing values | Missing |
| AS3 has 1805 (52.55%) missing values | Missing |
| AS3_Autre has 3227 (93.94%) missing values | Missing |
| AL4 has 1528 (44.48%) missing values | Missing |
| AL4_Autre has 3321 (96.68%) missing values | Missing |
| AP3 has 487 (14.18%) missing values | Missing |
| AP4 has 487 (14.18%) missing values | Missing |
| AP4_Autre has 3261 (94.93%) missing values | Missing |
| AP5 has 2950 (85.88%) missing values | Missing |
Dataset Insights
| AP5_Autre has 3399 (98.95%) missing values | Missing |
|---|---|
| SM4_Autre has 3152 (91.76%) missing values | Missing |
| SM5 has 903 (26.29%) missing values | Missing |
| CV4a has 1843 (53.65%) missing values | Missing |
| CV4b has 1842 (53.62%) missing values | Missing |
| VI2 has 2882 (83.9%) missing values | Missing |
| VI2_Autre has 3364 (97.93%) missing values | Missing |
| VI3 has 2883 (83.93%) missing values | Missing |
| VI3_Autre has 3406 (99.16%) missing values | Missing |
| VI4 has 2885 (83.99%) missing values | Missing |
Dataset Insights
| VI4_Autre has 3384 (98.52%) missing values | Missing |
|---|---|
| VI6 has 2271 (66.11%) missing values | Missing |
| VI6_Autre has 3320 (96.65%) missing values | Missing |
| VI7 has 2272 (66.14%) missing values | Missing |
| VI7_Autre has 3396 (98.86%) missing values | Missing |
| VI8 has 2273 (66.17%) missing values | Missing |
| VI8_Autre has 3364 (97.93%) missing values | Missing |
| TB2 has 1937 (56.39%) missing values | Missing |
| TB3 has 1914 (55.72%) missing values | Missing |
| TB4 has 2494 (72.61%) missing values | Missing |
Dataset Insights
| TB5 has 2494 (72.61%) missing values | Missing |
|---|---|
| TB6 has 2494 (72.61%) missing values | Missing |
| TB7 has 2494 (72.61%) missing values | Missing |
| AO2a has 2435 (70.89%) missing values | Missing |
| AO2b has 2211 (64.37%) missing values | Missing |
| AO3a has 2200 (64.05%) missing values | Missing |
| AO3b has 2202 (64.1%) missing values | Missing |
| AO3c has 2200 (64.05%) missing values | Missing |
| AO3d has 2202 (64.1%) missing values | Missing |
| AO4 has 2200 (64.05%) missing values | Missing |
Dataset Insights
| AO5 has 2620 (76.27%) missing values | Missing |
|---|---|
| AO6 has 2621 (76.3%) missing values | Missing |
| AO7 has 2620 (76.27%) missing values | Missing |
| AO8 has 2620 (76.27%) missing values | Missing |
| AO9 has 2201 (64.08%) missing values | Missing |
| AO10 has 2701 (78.63%) missing values | Missing |
| AO11 has 2692 (78.37%) missing values | Missing |
| CN2 has 2443 (71.12%) missing values | Missing |
| CN3 has 2431 (70.77%) missing values | Missing |
| CN4 has 2929 (85.27%) missing values | Missing |
Dataset Insights
| CN5 has 2929 (85.27%) missing values | Missing |
|---|---|
| CN6 has 2930 (85.3%) missing values | Missing |
| CN7 has 2930 (85.3%) missing values | Missing |
| AD3 has 3343 (97.32%) missing values | Missing |
| SS1 has 40 (1.16%) missing values | Missing |
| SS2 has 41 (1.19%) missing values | Missing |
| SS3 has 2527 (73.57%) missing values | Missing |
| SS4 has 2513 (73.16%) missing values | Missing |
| SS5 has 2850 (82.97%) missing values | Missing |
| SS6 has 2850 (82.97%) missing values | Missing |
Dataset Insights
| SS6_Autre has 3415 (99.42%) missing values | Missing |
|---|---|
| SS7 has 3149 (91.67%) missing values | Missing |
| SS7_Autre has 3372 (98.17%) missing values | Missing |
| SS8 has 2513 (73.16%) missing values | Missing |
| SS9 has 3138 (91.35%) missing values | Missing |
| SS10 has 2513 (73.16%) missing values | Missing |
| SS11 has 48 (1.4%) missing values | Missing |
| SS12 has 2196 (63.93%) missing values | Missing |
| PR1a has 65 (1.89%) missing values | Missing |
| PR1b has 65 (1.89%) missing values | Missing |
Dataset Insights
| PR1c has 65 (1.89%) missing values | Missing |
|---|---|
| PR1d has 65 (1.89%) missing values | Missing |
| PR1e has 65 (1.89%) missing values | Missing |
| PR1f has 65 (1.89%) missing values | Missing |
| PR1g has 65 (1.89%) missing values | Missing |
| PR1h has 65 (1.89%) missing values | Missing |
| PR2a has 76 (2.21%) missing values | Missing |
| PR2b has 76 (2.21%) missing values | Missing |
| PR2c has 76 (2.21%) missing values | Missing |
| PR2d has 76 (2.21%) missing values | Missing |
Dataset Insights
| PR2e has 76 (2.21%) missing values | Missing |
|---|---|
| PR2f has 76 (2.21%) missing values | Missing |
| PR2g has 76 (2.21%) missing values | Missing |
| PR2h has 76 (2.21%) missing values | Missing |
| ES9 is skewed | Skewed |
| SS3 is skewed | Skewed |
| CS5 has a high cardinality: 103 distinct values | High Cardinality |
| CS5_Autre has a high cardinality: 149 distinct values | High Cardinality |
| VS5 has a high cardinality: 51 distinct values | High Cardinality |
| VS5_Autre has a high cardinality: 178 distinct values | High Cardinality |
Dataset Insights
| ES7 has a high cardinality: 55 distinct values | High Cardinality |
|---|---|
| ES7_Autre has a high cardinality: 69 distinct values | High Cardinality |
| AS3 has a high cardinality: 181 distinct values | High Cardinality |
| AS3_Autre has a high cardinality: 185 distinct values | High Cardinality |
| AL4 has a high cardinality: 71 distinct values | High Cardinality |
| AL4_Autre has a high cardinality: 113 distinct values | High Cardinality |
| AP4 has a high cardinality: 456 distinct values | High Cardinality |
| AP4_Autre has a high cardinality: 170 distinct values | High Cardinality |
| AP5 has a high cardinality: 128 distinct values | High Cardinality |
| SM4 has a high cardinality: 97 distinct values | High Cardinality |
Dataset Insights
| SM4_Autre has a high cardinality: 201 distinct values | High Cardinality |
|---|---|
| VI2_Autre has a high cardinality: 63 distinct values | High Cardinality |
| VI3 has a high cardinality: 51 distinct values | High Cardinality |
| VI4 has a high cardinality: 132 distinct values | High Cardinality |
| VI6_Autre has a high cardinality: 91 distinct values | High Cardinality |
| VI7 has a high cardinality: 80 distinct values | High Cardinality |
| VI8 has a high cardinality: 224 distinct values | High Cardinality |
| VI8_Autre has a high cardinality: 66 distinct values | High Cardinality |
| TB6 has a high cardinality: 55 distinct values | High Cardinality |
| AO8 has a high cardinality: 69 distinct values | High Cardinality |
Dataset Insights
| AD3 has a high cardinality: 67 distinct values | High Cardinality |
|---|---|
| SS7_Autre has a high cardinality: 55 distinct values | High Cardinality |
| SS12 has a high cardinality: 76 distinct values | High Cardinality |
| ES3b has constant value "Je ne sais pas" | Constant |
| ES4b has constant value "Je ne sais pas" | Constant |
| Date_Enreg has constant length 10 | Constant Length |
| CS1 has constant length 9 | Constant Length |
| Age has constant length 2 | Constant Length |
| ES3b has constant length 14 | Constant Length |
| ES4b has constant length 14 | Constant Length |
Dataset Insights
| ES5 has constant length 3 | Constant Length |
|---|---|
| ES6 has constant length 3 | Constant Length |
| ES8 has constant length 3 | Constant Length |
| AS2 has constant length 3 | Constant Length |
| BD2 has constant length 3 | Constant Length |
| BD3 has constant length 3 | Constant Length |
| BD4 has constant length 3 | Constant Length |
| SM6 has constant length 3 | Constant Length |
| SM7 has constant length 3 | Constant Length |
| VI1 has constant length 3 | Constant Length |
Dataset Insights
| VI5 has constant length 3 | Constant Length |
|---|---|
| TB1 has constant length 3 | Constant Length |
| TB3 has constant length 3 | Constant Length |
| TB7 has constant length 3 | Constant Length |
| AO4 has constant length 3 | Constant Length |
| AO9 has constant length 3 | Constant Length |
| CN1 has constant length 3 | Constant Length |
| CN3 has constant length 3 | Constant Length |
| CN7 has constant length 3 | Constant Length |
| AD2 has constant length 3 | Constant Length |
Dataset Insights
| VI3_Autre has all distinct values | Unique |
|---|---|
| VI7_Autre has all distinct values | Unique |
- 1
- 2
- 3
- 4
- 5
- 6
- 7
- 8
- 9
- 10
- 11
- 12
- 13
- 14
- 15
- 16
Number of plots per page: